Individual Game Analysis
1 Game Profile
1.1 Estimated Outcomes on BGG
This table displays the selected game’s current values on four BGG outcomes (UsersRated, Average, GeekRating, Weight) along with my predictive model(s) estimated values for where these games are likely to end up.
Published | ID | Name | Type | UserRatings | Average | GeekRating | Weight |
2022 | Current | 70 | 7.56 | 5.57 | 2.5 | ||
Estimated | 200 | 6.84 | 5.63 | 2.0 |
To see more information about the game on boardgamegeek, click on the game’s ID or Name to go straight to the game’s profile page.
1.2 Game Description
Description |
Manipulate the flow of politics in King’s Landing in this fast-paced card game for 3 to 6 players, and lead your House as one of nine iconic characters from the Song of Ice and Fire series. Use your influence to attract new allies and carefully navigate the other players’ allegiances as you strive to have the most powerful small council in Westeros. Just be wary of your own alliances—you never know when someone will stab you in the back! |
1.3 Game Information
Information on the game’s designers, artists, families, mechanics and categories from BGG.
Published | ID | Name | Publisher(s) | Designer(s) | Artist(s) | Categories | Families | Mechanics |
2022 | Fantasy Flight Games | Card Game | Books: A Song of Ice and Fire | Auction/Bidding | ||||
Rebel Sp. z o.o. | Fantasy | Auction: Turn Order Until Pass | ||||||
Novel-based | Hand Management | |||||||
Political | Hidden Victory Points | |||||||
Highest-Lowest Scoring | ||||||||
Negotiation | ||||||||
Take That | ||||||||
For the full profile of the selected game, click on the links in the table or go to https://boardgamegeek.com/boardgame/346199
1.4 Explaining Predictions
For each of the predictions above, I used models that were trained on historical boardgamegeek data in order to predict the selected game. How did the model(s) arrive at their predictions? The following plot displays Shapley values to indicate what features were most influential for the model’s predictions. Anything in blue increased the model’s predictions, anything in red decreased the model’s predictions.
2 Finding Similar Games
What games are similar to A Game of Thrones: B’Twixt? I compare the selected game to every other game on boardgamegeek based on its mechanics, playing time, complexity, and game type. The tables below display the games which had the most similar data to A Game of Thrones: B’Twixt. The reported similarity is the cosine similarity between the selected game and all other games published before 2021.
This similarity score ranges from -1 to 1, where similarity of 1 indicates that games are exactly identical (a game will have a score of 1 with itself).
Note: This analysis does not look at a game’s ratings on BGG, publisher, artist, or designer - it focuses on finding similar games based on how they play, not how they are rated or by their theme.
2.1 Most Similar Games
The table below displays games with the most similar data to A Game of Thrones: B’Twixt. Click on a game’s ID or Name to go straight to its profile on boardgamegeek.
Rank | Published | ID | Name | Similarity | GeekRating | Average | Weight | UserRatings |
-- | 2022 | 1.00 | 5.57 | 7.56 | 2.00 | 70 | ||
1 | 2015 | 0.90 | 5.53 | 6.34 | 2.25 | 101 | ||
2 | 2016 | 0.87 | 5.53 | 6.21 | 1.75 | 88 | ||
3 | 2014 | 0.85 | 5.47 | 4.96 | 1.00 | 116 | ||
4 | 2000 | 0.82 | 6.03 | 6.54 | 1.61 | 1,908 | ||
5 | 2016 | 0.82 | 5.55 | 6.13 | 1.00 | 202 | ||
6 | 2016 | 0.82 | 5.60 | 6.58 | 2.00 | 190 | ||
7 | 2017 | 0.82 | 5.38 | 3.73 | 1.00 | 126 | ||
8 | 2018 | 0.81 | 5.58 | 7.84 | 1.92 | 159 | ||
9 | 2006 | 0.80 | 5.54 | 6.53 | 1.95 | 124 | ||
10 | 2004 | 0.79 | 5.70 | 6.19 | 1.86 | 699 | ||
11 | 2018 | 0.79 | 5.57 | 7.42 | 70 | |||
12 | 2016 | 0.79 | 5.49 | 4.94 | 2.00 | 30 | ||
13 | 1997 | 0.79 | 7.11 | 7.23 | 1.26 | 26,493 | ||
14 | 2010 | 0.79 | 5.49 | 5.47 | 1.24 | 461 | ||
15 | 2014 | 0.78 | 5.48 | 5.09 | 1.00 | 57 | ||
16 | 2008 | 0.78 | 5.97 | 6.65 | 1.64 | 1,223 | ||
17 | 2017 | Guardians of the Galaxy, Vol. 2: Gear Up and Rock Out! An Awesome Mix Card Game | 0.78 | 5.51 | 6.08 | 1.00 | 32 | |
18 | 2013 | 0.78 | 6.12 | 7.12 | 2.18 | 1,065 | ||
19 | 2016 | 0.78 | 5.80 | 7.15 | 2.14 | 404 | ||
20 | 2016 | 0.78 | 5.78 | 7.14 | 2.12 | 370 | ||
21 | 2012 | 0.78 | 6.48 | 6.91 | 2.07 | 4,015 | ||
22 | 2017 | 0.78 | 5.55 | 6.48 | 1.43 | 122 | ||
23 | 2017 | 0.78 | 5.61 | 7.37 | 2.00 | 106 | ||
24 | 2016 | 0.78 | 5.90 | 7.09 | 2.00 | 616 | ||
25 | 1995 | 0.78 | 6.87 | 7.11 | 1.50 | 10,661 |
Click on the ID or Name for any game to go its profile page on boardgamegeek.
2.2 Most Similar, Highly Rated Games
What games are similar to A Game of Thrones: B’Twixt while also being highly rated by the boardgamegeek community? In this table I multiply every neighboring game’s similarity score by its GeekRating. The resulting score is an attempt to balance these two quantities.
Rank | Published | ID | Name | Score | Similarity | GeekRating | Average | Weight | UserRatings |
-- | 2022 | 5.57 | 1.00 | 5.57 | 7.56 | 2.00 | 70 | ||
1 | 1997 | 5.61 | 0.79 | 7.11 | 7.23 | 1.26 | 26,493 | ||
2 | 1995 | 5.33 | 0.78 | 6.87 | 7.11 | 1.50 | 10,661 | ||
3 | 2012 | 5.04 | 0.78 | 6.48 | 6.91 | 2.07 | 4,015 | ||
4 | 2012 | 4.99 | 0.77 | 6.51 | 6.88 | 2.24 | 4,914 | ||
5 | 2015 | 4.96 | 0.90 | 5.53 | 6.34 | 2.25 | 101 | ||
6 | 2000 | 4.96 | 0.82 | 6.03 | 6.54 | 1.61 | 1,908 | ||
7 | 2016 | 4.80 | 0.87 | 5.53 | 6.21 | 1.75 | 88 | ||
8 | 2013 | 4.77 | 0.78 | 6.12 | 7.12 | 2.18 | 1,065 | ||
9 | 2015 | 4.75 | 0.76 | 6.27 | 6.75 | 1.02 | 4,346 | ||
10 | 2008 | 4.67 | 0.78 | 5.97 | 6.65 | 1.64 | 1,223 | ||
11 | 2015 | 4.66 | 0.75 | 6.21 | 6.73 | 1.84 | 3,426 | ||
12 | 2014 | 4.64 | 0.85 | 5.47 | 4.96 | 1.00 | 116 | ||
13 | 2016 | 4.59 | 0.82 | 5.60 | 6.58 | 2.00 | 190 | ||
14 | 2016 | 4.59 | 0.78 | 5.90 | 7.09 | 2.00 | 616 | ||
15 | 2014 | 4.58 | 0.75 | 6.11 | 6.78 | 2.00 | 1,601 | ||
16 | 2016 | 4.55 | 0.82 | 5.55 | 6.13 | 1.00 | 202 | ||
17 | 2019 | 4.53 | 0.77 | 5.92 | 6.94 | 2.16 | 747 | ||
18 | 2018 | 4.53 | 0.81 | 5.58 | 7.84 | 1.92 | 159 | ||
19 | 2011 | 4.53 | 0.77 | 5.86 | 6.18 | 1.42 | 2,597 | ||
20 | 2006 | 4.52 | 0.77 | 5.85 | 6.26 | 1.60 | 1,501 | ||
21 | 2004 | 4.52 | 0.79 | 5.70 | 6.19 | 1.86 | 699 | ||
22 | 2016 | 4.52 | 0.78 | 5.80 | 7.15 | 2.14 | 404 | ||
23 | 2016 | 4.50 | 0.78 | 5.78 | 7.14 | 2.12 | 370 | ||
24 | 2007 | 4.49 | 0.77 | 5.80 | 5.99 | 1.44 | 6,368 | ||
25 | 2006 | 4.45 | 0.80 | 5.54 | 6.53 | 1.95 | 124 |
2.3 Why Are Games Considered Similar?
I first ran a dimension reduction method (PCA) to identify the main points of variation for games on BGG. The first 25 components explained roughly 50% of the overall variation in the dataset, so I computed the cosine similarity between every game’s score on these 25 components.
2.3.1 Plotting All Games
The following plot shows every game on BGG plotted on the first two principal components of variation. I then highlight where the selected game and its nearest neighbors fall on these first two components.
2.3.2 Game Profiles
Similarity scores are based on 25 principal components - the next table displays the selected game and its neighbors profiles on each of these components.
2.3.3 Examining Components
What are these components? The following plot shows which features contribute the most to each component.
